Index:

1.0 Introduction

2.0 Analyses

 2.1 Analysis of Time of incidents          
 2.2 Types of Offenses    
 2.3 Distribution of Race of Officers and Offenders         
 2.4 Gender Distribution of Officers and Offenders     
 2.5 Relationship between Officer's experience and their violence  
 2.6 Types of Arrested offenders                             
 2.7 Variation of Race of Offenders in Texas
 2.8 Incident reasons in Texas 
 2.9 Variation of incidents in Year 2016 in Texas

3.0 Conclusion

4.0 References

1.0. Introduction:

The data set that I am using is taken from https://www.kaggle.com/center-for-policing-equity/data-science-for-good. Name of the csv file is 37-00049_UOF-P_2016_prepped.csv.

2.0. Analyses:

2.1. Analysis of Time of incidents:

Dataset includes time of the incident.Below is the graph that shows top 30 incident times.

As seen in the graph, most incidents were occurred at night time.

2.2. Types of Offenses

As I mentioned in my first Coursework, list of the 6 most common offenses occurred:

SUBJECT_OFFENSE Count
APOWW 351
No Arrest 305
Public Intoxication 181
Warrant/Hold 110
Assault/FV 92
Assault/Public Servant 47

2.3. Distribution of Race of Officers and Offenders

As I observed in my first coursework, officers and offenders had different race types.

In incidents White officers were more than other races where in case of Offenders Black was the most common race type.

2.4. Gender Distribution of Officers and Offenders

As I covered in my first coursework, following is the comparison of Genders in Officers and offenders:

Male Officers/Offenders were way more than Female Officers/Offenders.It looks like Female Offenders were more than Female Officers.

2.5. Relationship between Officer’s experience and their violence

Total applied force is the count of number of forces Officers used in incident( 0-10). So,is there any relationship between experience of officers and their violence? I have generated graph which will answer this question.

As graph shows that Officers working for more years used less number of forces. So it can be concluded that officers having less experience are usually more violent than the experienced officers in incidents.

2.6. Types of Arrested offenders

Following are types of descriptions of offenders in arrests:

As bar chart depicts, most times in arrests offender was either mentally unstable or on Alcohol or unknown drugs.

2.7. Variation of Race of Offenders in Texas

## Assuming "long" and "lat" are longitude and latitude, respectively

As map shows,Black offenders were included in incidents more in South Texas where as White offenders were more in North part of Texas.

2.8. Incident reasons in Texas

Following map shows incident reasons in Texas

## Assuming "long" and "lat" are longitude and latitude, respectively

As it is seen, most common reasons for incidents were Arrest and Service call and they are scattered all over Dallas in Texas

2.9. Variation of incidents in Year 2016 in Texas

Below is the incidents count occurred all over year 2016.

In 2016, incidents were less at end of the year compared with start or mid year.

3.0. Conclusion:

4.0. References: